This essay examines what volatility tests tell us about the data and what implications we should derive from them. It … argues that volatility tests do not tell us that "prices are too volatile", implying that "markets are inefficient", but … argues that the discount rate residuals documented by volatility tests (and equivalent return forecasting regressions or …